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Case Studies

34 architecture write-ups from FalconicLab's own engineering work, with the benchmarks, diagrams, and technical decisions behind each build.

Software Engineering Automation

Autonomous Code Architect Agent Shipping Full-Stack Nuxt 3 and Vue Features at 98.4% Precision and $0.18 Per Run

Software Engineering Automation case study: 98.4% First-Pass PR Merge Precision across 4,820 production invocations; 3.8x engineering throughput expansion

98.4%
First-Pass PR Merge Precision
14ms
Latency
$0.18
Cost per run
TypeScriptNuxt 3Vue 3Vite
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Cloud Infrastructure

Multi-Agent Incident Response System for DevOps & SRE Teams Reducing MTTR by 78.6%

Cloud Infrastructure case study: 96.9% Root-Cause Identification Precision; 78.6% Reduction in Mean Time to Resolution (MTTR); $1.42M annual downtime avoidance

96.9%
Root-Cause Identification Precision
12ms
Latency
$0.09
Cost per run
GoRustKubernetes (EKS/GKE)OpenTelemetry
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Enterprise Revenue Operations (RevOps)

Autonomous B2B Sales Qualification & Intent Orchestration Agent Reducing Manual Lead Review by 74.2%

Enterprise Revenue Operations (RevOps) case study: 74.2% Reduction in Manual SDR Lead Review Hours (surpassing the 70% target threshold); 97.1% ICP Classification Precision; 3.1x increase in Speed-to-Lead conversion

74.2%
Reduction in Manual SDR Lead Review Hours
8.4s
Latency
$0.042
Cost per run
Python 3.12FastAPITemporal.io WorkflowsPostgreSQL + pgvector
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Enterprise LegalTech

Autonomous Legal Contract Analyzer & Redline Agent Processing 10,000+ Contracts Monthly at 97.8% Precision

Enterprise LegalTech case study: 97.8% Clause Extraction & Risk Classification Precision across 11,400+ contracts/month; 81.5% reduction in first-pass legal review turnaround (from 5.4 business days to 22 minutes HITL sign-off)

97.8%
Clause Extraction & Risk Classification
19.2s
Latency
$0.05
Cost per run
PythonVision-Language Transformer (exp-03 IDP Core)Qdrant Hybrid Vector DBDocx-AST Manipulator
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Pharmaceutical R&D

Multi-Agent Research Orchestrator Executing Cross-Corpus Literature Reviews with 99.6% Citation Grounding

Pharmaceutical R&D case study: 99.6% Verbatim Citation & Claim Grounding Precision; 94.8% Recall on Relevant Primary Studies;

99.6%
Verbatim Citation & Claim Grounding
38.5s
Latency
$0.22
Cost per run
PythonQdrant Hybrid Vector DB (BM25 + Dense text-embedding-3-large)Cross-Encoder RerankersGROBID XML Parser
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Enterprise Customer Operations

Customer Support Multi-Agent System with Deterministic Human-in-the-Loop (HITL) Escalation

Enterprise Customer Operations case study: 96.4% Autonomous Resolution Precision; 68.5% End-to-End Ticket Containment without human touch; $2.18M annual support OPEX savings

96.4%
Autonomous Resolution Precision
3.8s
Latency
$0.034
Cost per run
TypeScriptPythonLangGraph / Temporal State MachinesZendesk / Intercom Webhooks
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Enterprise Shared Inboxes

Autonomous Email Classifier, Entity Extractor & Response Agent for Enterprise Inboxes

Enterprise Shared Inboxes case study: 98.9% Multi-Intent Classification & Routing Precision across 42 operational queues; 84.0% reduction in manual shared-inbox triage across 450,000+ monthly enterprise emails

98.9%
Multi-Intent Classification & Routing
1.9s
Latency
$0.019
Cost per run
PythonMicrosoft Graph API / Gmail APIApache KafkaQdrant
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AI Cybersecurity

Zero-Trust LLM Guardrail Protecting 50M+ Monthly API Calls at 99.9% Precision and 11.2ms Latency

AI Cybersecurity case study: 99.9% Adversarial Block Precision across 54.2M+ monthly production API calls (0.08% False Positive Rate);

99.9%
Adversarial Block Precision
11.2ms
Latency
$0.00018 per 1,000 API calls
Cost per run
RustONNX Runtime (INT8 Quantized DeBERTa-v3 / ModernBERT)Cloudflare Workers / Envoy WebAssembly (Wasm) FilterRedis Bloom Filters
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Retail & Commercial Banking

Multi-Turn Prompt Injection & Transaction Defense System Across Financial Chat Interfaces

Retail & Commercial Banking case study: 99.94% Multi-Turn & Indirect Injection Interception; 100% Prevention of Unauthorized Financial Mutations;

99.94%
Multi-Turn & Indirect Injection Interception
14.6ms
Latency
$0.002
Cost per run
RustPythonEnvoy WasmCryptographic Capability Tokens (Macaroons)
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Offensive AI Security

Offensive AI Security Audit & Zero-Trust Hardening for an Enterprise Frontier LLM Endpoint

Offensive AI Security case study: 99.7% Reduction in Adversarial Attack Success Rate (ASR) across 45,000 automated & manual exploit payloads; Remediated 19 critical/high vulnerabilities

99.7%
Reduction in Adversarial Attack Success
9.4ms
Latency
$0.00
Cost per run
vLLM / TGIKubernetes NetworkPoliciesAWS Nitro EnclavesGarak / PyRIT / Custom Evolutionary Fuzzer
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Healthcare & FinTech Privacy Engineering

Real-Time PII & PHI Leakage Prevention in Conversational AI Systems with Reversible Vault Tokenization

Healthcare & FinTech Privacy Engineering case study: 99.92% PII/PHI Entity Recall and 99.4% Precision across 52 sensitive entity types;

99.92%
PII/PHI Entity Recall
8.6ms
Latency
$0.0003
Cost per run
RustONNX Runtime (GLiNER-Multi-PII INT8)Format-Preserving Encryption (AES-FF1)Redis Ephemeral Vault
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Multi-Agent Security

Offensive Red Team Exercise: Breaking and Securing a 12-Agent Enterprise Autonomous Fleet

Multi-Agent Security case study: 99.6% Neutralization of Lateral Inter-Agent Infection & Memory Poisoning; Discovered & patched 24 critical multi-agent exploit chains prior to enterprise-wide production rollout

99.6%
Neutralization of Lateral Inter-Agent
13.5ms
Latency
$0.011
Cost per run
PythonRustmTLS / SPIFFE-SPIRE Agent IdentityEd25519 Signed Context Envelopes
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Legal & Regulatory Knowledge Management

Hybrid Dense-Sparse RAG System for a Petabyte-Scale Legal & Regulatory Knowledge Base

Legal & Regulatory Knowledge Management case study: 96.8% Recall@20 and 99.5% Citation Precision across 380 Million Document Chunks (1.4 Petabytes Raw Corpus);

96.8%
Recall@20
34.2ms
Latency
$0.014
Cost per run
Qdrant Distributed Cluster (64 Shards)OpenAI text-embedding-3-large (Matryoshka + Binary Quantization)BM25/SPLADE Sparse IndexRust Ingestion Pipeline
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FinTech

Intelligent Document Processing (IDP) Pipeline for Multi-Page Invoices & Tax Filings

FinTech case study: 97.8% End-to-End Field & Line-Item Extraction Precision; 100% Mathematical Balance Verification; 91.4% Straight-Through Processing (STP) across 620,000+ monthly documents

97.8%
End-to-End Field & Line-Item Extraction
4.2s
Latency
$0.05
Cost per run
Vision-Language Transformer (exp-03)Rust PDF RendererPython Deterministic Math SolverPydantic v2
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Wealth Management

High-Compliance RAG System Eliminating Hallucinations in Regulated Financial Advisory Tools

Wealth Management case study: 99.96% Numeric & Fact Grounding Precision (0.00% Fabricated Financial Figures); Deployed to 1,400+ licensed wealth advisors managing $85B+ AUM

99.96%
Numeric & Fact Grounding Precision
1.8s
Latency
$0.038
Cost per run
PythonDuckDB / Snowflake SQLSEC EDGAR XBRL ParserQdrant Hybrid Vector DB
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Aerospace

Automated Extraction of Structured BOM, GD&T Tolerances & Callouts from Complex Engineering Drawings

Aerospace case study: 98.1% Precision on GD&T Geometric Tolerances, Thread Callouts, Title Blocks & Bill of Materials (BOM); 88.2% reduction in CNC quoting & First Article Inspection (FAI) AS9102 ballooning time

98.1%
Precision
9.4s
Latency
$0.08
Cost per run
PythonRust DXF/DWG/PDF Vector Geometry ParserHigh-Resolution Tiled Vision Transformer (Swin-V2 + Custom GD&T Symbol Detector)Graph Neural Network (GNN)
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Healthcare & Life Sciences

Encrypted Semantic Search & Clinical Intelligence Platform for a Global Healthcare Repository

Healthcare & Life Sciences case study: 97.4% Clinical Concept & Cohort Retrieval Recall@10 across 85M+ multi-modal clinical records; 71.4% reduction in clinical chart review & cohort identification time across 14 hospital networks

97.4%
Clinical Concept & Cohort Retrieval
29.5ms
Latency
$0.009
Cost per run
PyTorchDICOM / PACS / HL7 FHIR IntegrationFastAPIQdrant Encrypted Enclave
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Property & Casualty (P&C) & Health Insurance

Multi-Modal Document & Visual Intelligence for End-to-End Insurance Claims Processing

Property & Casualty (P&C) & Health Insurance case study: 96.9% Multi-Modal Adjudication Precision; 73.8% Straight-Through Auto-Adjudication Rate; Claims cycle time compressed from 14.2 days to 2.5 days (-82.4%)

96.9%
Multi-Modal Adjudication Precision
14.2s
Latency
$0.11
Cost per run
PythonVision-Language TransformerEXIF/PRNU Image ForensicsWhisper-Large-v3 Audio Diarization
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Banking & FinTech

Sub-50ms Financial Fraud Detection Model Scoring Millions of Transactions Daily at 99.6% Precision

Banking & FinTech case study: 99.6% Precision; 84.0% Reduction in False-Negative Fraud Misses vs. rule-based baseline; Sustained 14.5M+ daily transactions with zero dropped events

99.6%
Precision
28.0ms Mean Inference & Feature Scoring Latency
Latency
$0.00004
Cost per run
PyTorchONNX Runtime (C++ / Rust Worker)Apache KafkaCloudflare Workers / Edge Enclave
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Industrial Manufacturing

Industrial IoT Predictive Maintenance System Reducing Unplanned Equipment Downtime by 45.4%

Industrial Manufacturing case study: 45.4% Reduction in Unplanned Equipment Downtime; 94.8% Early Fault Detection Precision;

45.4%
Reduction in Unplanned Equipment Downtime
18.0ms
Latency
$0.04
Cost per run
TimescaleDBMQTT / OPC-UAPythonRust Edge FFT Preprocessor
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Omni-Channel Retail & Supply Chain

Hierarchical Probabilistic Demand Forecasting Engine Improving Retail Inventory Accuracy by 38.4%

Omni-Channel Retail & Supply Chain case study: 38.4% Reduction in Weighted Absolute Percentage Error (WAPE); 91.8% SKU-Store Weekly Accuracy; 31.2% reduction in shelf stockouts

38.4%
Reduction in Weighted Absolute Percentage
42.0 minutes
Latency
$18.40
Cost per run
PythonPyTorch (Temporal Fusion Transformer + LightGBM Ensemble)DuckDB / SnowflakeRay Distributed Cluster
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Telecommunications & Subscription Services

Customer Churn Prediction & Causal Uplift Intervention System for a 6.2M-Subscriber Telecom Provider

Telecommunications & Subscription Services case study: 93.6% Top-Decile Churn Precision; +24.8% Net Incremental Retention Uplift; $9.8M net retained ARR

93.6%
Top-Decile Churn Precision
19.0ms
Latency
$0.003
Cost per run
PythonCausalML / EconML (Doubly Robust X-Learner + CatBoost)ClickHouseApache Kafka
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Energy Grid

Real-Time Multivariate Anomaly Detection in 1.2M+ Events/Sec Industrial IoT Sensor Streams

Energy Grid case study: 98.7% Multivariate Anomaly Precision across 1.2 Million sensor telemetry events per second; Prevented 11 critical pipeline pressure & transformer thermal excursions

98.7%
Multivariate Anomaly Precision
6.4ms
Latency
$0.00001
Cost per run
RustApache Kafka / RedpandaApache FlinkONNX Runtime (Graph Deviation Network + Isolation Forest)
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Enterprise Finance & Procurement

End-to-End Intelligent Process Automation (IPA) for Touchless Invoice-to-Payment Workflows

Enterprise Finance & Procurement case study: 99.4% Three-Way Match & GL Coding Precision; 89.2% Touchless Straight-Through Processing; Captured $1.92M/yr in 2/10 Net 30 early-payment discounts

99.4%
Three-Way Match & GL Coding Precision
11.6s
Latency
$0.068
Cost per run
PythonTemporal.ioFalconicLab exp-03 IDP CoreSAP S/4HANA / Oracle NetSuite Connectors
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Enterprise Contact Center

Sub-450ms Voice AI Agent Handling 380,000+ Monthly Customer Service Calls

Enterprise Contact Center case study: 94.7% End-to-End Call Task Completion Precision; 410ms Median Voice-to-Voice Turn Latency; 380,000+ monthly calls handled autonomously

94.7%
End-to-End Call Task Completion Precision
410ms
Latency
$0.045
Cost per run
Rust WebRTC / SIP Media GatewaySilero/WebRTC Semantic VADDeepgram Nova-2 / Parakeet Streaming ASRQuantized vLLM with Speculative Decoding
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Retail & E-Commerce

Hybrid Vector Search & Session-Aware Recommendation Engine Increasing E-Commerce Conversion Rates by 28.4%

Retail & E-Commerce case study: +28.4% Checkout Conversion Rate Lift; 0.00% Zero-Result Pages on natural-language buyer queries; +$11.6M incremental annual Gross Merchandise Value (GMV)

+28.4%
Checkout Conversion Rate Lift
32.4ms
Latency
$0.0002
Cost per run
Qdrant Vector DBOpenAI Embeddings + CLIP/SigLIP Visual VectorsBM25 + Reciprocal Rank FusionTwo-Tower Session Transformer
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RegTech

Automated Continuous Compliance Auditing & Reporting System for Regulated Industries

RegTech case study: 99.3% Control-to-Evidence Mapping Precision across 310+ multi-framework regulatory controls; 87.4% reduction in manual audit preparation hours

99.3%
Control-to-Evidence Mapping Precision
14.0s
Latency
$0.08
Cost per run
PythonGoAWS/GCP/Azure Config APIsKubernetes Admission Controllers
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AI Infrastructure Engineering

LLM Inference Cost Optimization Cutting Enterprise Spend by 68.4% While Boosting Throughput 3.2x

AI Infrastructure Engineering case study: 68.4% Reduction in Monthly LLM Inference Spend (surpassing the 65% target) with 99.2% Task Quality Parity;

68.4%
Reduction in Monthly LLM Inference Spend
19.5ms
Latency
$0.011
Cost per run
vLLM / TensorRT-LLMNVIDIA H100 / L40SFP8 / AWQ INT4 QuantizationEagle-2 Speculative Decoding
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Enterprise Machine Learning Infrastructure

Production MLOps Pipeline with Automated Covariate/Concept Drift Detection & Zero-Downtime Retraining

Enterprise Machine Learning Infrastructure case study: 99.5% Drift & Upstream Schema-Break Detection Recall; 100% Zero-Downtime Automated Canary Rollouts; Prevented 14 silent model decay incidents across 38 production ML models

99.5%
Drift & Upstream Schema-Break Detection
4.5 minutes
Latency
$0.00
Cost per run
PythonKubeflow / Argo WorkflowsFeast / Redis Feature StoreMLflow
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Enterprise AI Architecture

Enterprise AI Platform Migration: From 19 Disconnected Prototype Silos to Reliable Multi-Agent Orchestration

Enterprise AI Architecture case study: 99.4% Core Platform Reliability across 47 Production Agent & ML Nodes (matching FalconicLab Global Metrics); Consolidated 19 fragile department PoCs into 1 unified control plane

99.4%
Core Platform Reliability
15.0ms
Latency
$0.06
Cost per run
Rust/Go Control PlaneTemporal.ioQdrant Unified Knowledge GridEnvoy + exp-04 Zero-Trust Gateway
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Banking & Fintech

Building a Sub-50ms Real-Time Fraud Prevention Protocol

Internal R&D building a high-throughput fraud-scoring pipeline that holds sub-35ms inference latency at simulated loads of 50,000 transactions per second.

84%
Fraud Miss Reduction
28ms
Inference Speed
50k TPS
Load Test Throughput
PyTorchONNX RuntimeApache KafkaCloudflare Workers
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Healthcare & Life Sciences

Engineering a Compliance-Ready Document Intelligence Pipeline

Internal R&D on a computer-vision document pipeline designed to extract structured data from complex, multi-page scanned documents under strict data-handling requirements.

~35%
Review Time Saved
99.4%
Field Extraction Accuracy
PyTorchDICOM / PACS IntegrationFastAPICompliance-Ready Enclave Architecture
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Manufacturing

Prototyping Predictive Maintenance for Industrial IoT Fleets

Internal R&D on a time-series predictive maintenance model that estimates Remaining Useful Life (RUL) from streamed IoT vibration sensor data.

Hours ahead
Early Detection Window
~45%
Simulated Stoppage Reduction
TimescaleDBMQTT / OPC-UAPythonSAP Connector
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Retail & E-Commerce

Hybrid RAG Search for Natural-Language Product Discovery

Internal R&D combining lexical and semantic vector search so natural-language product queries return relevant results instead of zero-match pages.

~42%
Zero-Result Reduction
<40ms
Search Latency
Qdrant Vector DBOpenAI EmbeddingsNext.jsShopify Plus API
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